{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Face Emotion Recognition from Images.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMLJJkvblv5xJ5sfrxwDK6T",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rjrahul24/ai-with-python-series/blob/main/06.%20Emotion%20Recognition%20using%20Facial%20Images/Code/Face_Emotion_Recognition_from_Images.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qn7wndIPDHry"
      },
      "source": [
        "# We install the FER() library to perform facial recognition\n",
        "# This installation will also take care of any of the above dependencies if they are missing"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VathOeVCDw3t",
        "outputId": "1bb5a7e8-b264-40ea-bb4b-9e7e5e0d6c40"
      },
      "source": [
        "pip install fer"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting fer\n",
            "  Downloading fer-21.0.3-py3-none-any.whl (810 kB)\n",
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            "Installing collected packages: mtcnn, fer\n",
            "Successfully installed fer-21.0.3 mtcnn-0.1.1\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 459
        },
        "id": "NLpyJVNzDzMo",
        "outputId": "bf87e058-00e7-4be5-9a51-e941f95878c0"
      },
      "source": [
        "from fer import FER\n",
        "import matplotlib.pyplot as plt \n",
        "%matplotlib inline\n",
        "\n",
        "test_image_one = plt.imread(\"/content/Image-One.jpeg\")\n",
        "emo_detector = FER(mtcnn=True)\n",
        "# Capture all the emotions on the image\n",
        "captured_emotions = emo_detector.detect_emotions(test_image_one)\n",
        "# Print all captured emotions with the image\n",
        "print(captured_emotions)\n",
        "plt.imshow(test_image_one)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/normalization.py:534: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "23-07-2021:11:34:09,389 WARNING  [deprecation.py:336] From /usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/layers/normalization.py:534: _colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n",
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py:2426: UserWarning: `Model.state_updates` will be removed in a future version. This property should not be used in TensorFlow 2.0, as `updates` are applied automatically.\n",
            "  warnings.warn('`Model.state_updates` will be removed in a future version. '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "[{'box': (94, 47, 293, 293), 'emotions': {'angry': 0.01, 'disgust': 0.0, 'fear': 0.0, 'happy': 0.01, 'sad': 0.01, 'surprise': 0.0, 'neutral': 0.97}}]\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f5ee05ef3d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YkCdJoEhI014",
        "outputId": "65b12d9c-08f3-4e61-e1e2-a813b56d29f1"
      },
      "source": [
        "# Use the top Emotion() function to call for the dominant emotion in the image\n",
        "dominant_emotion, emotion_score = emo_detector.top_emotion(test_image_one)\n",
        "print(dominant_emotion, emotion_score)"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "neutral 0.97\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 323
        },
        "id": "H8bIts8MJFqy",
        "outputId": "8a488dcb-f23a-4d00-f4b8-b48c97121e76"
      },
      "source": [
        "# We repeat the same steps for a few other images to confirm the performance of FER()\n",
        "test_image_two = plt.imread(\"/content/Image-Two.jpg\")\n",
        "captured_emotions_two = emo_detector.detect_emotions(test_image_two)\n",
        "print(captured_emotions_two)\n",
        "plt.imshow(test_image_two)\n",
        "dominant_emotion_two, emotion_score_two = emo_detector.top_emotion(test_image_two)\n",
        "print(dominant_emotion_two, emotion_score_two)\n"
      ],
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{'box': (30, 48, 110, 110), 'emotions': {'angry': 0.0, 'disgust': 0.0, 'fear': 0.0, 'happy': 0.98, 'sad': 0.0, 'surprise': 0.0, 'neutral': 0.01}}]\n",
            "happy 0.98\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 323
        },
        "id": "pE-4_jP0LSuv",
        "outputId": "227ada2d-10e3-4c67-e8e4-911ae341c2f0"
      },
      "source": [
        "# Testing on another image\n",
        "test_image_three = plt.imread(\"Image-Three.jpg\")\n",
        "captured_emotions_three = emo_detector.detect_emotions(test_image_three)\n",
        "print(captured_emotions_three)\n",
        "plt.imshow(test_image_three)\n",
        "dominant_emotion_three, emotion_score_three = emo_detector.top_emotion(test_image_three)\n",
        "print(dominant_emotion_three, emotion_score_three)\n"
      ],
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{'box': (155, 193, 676, 676), 'emotions': {'angry': 0.0, 'disgust': 0.0, 'fear': 0.0, 'happy': 0.58, 'sad': 0.02, 'surprise': 0.0, 'neutral': 0.4}}]\n",
            "happy 0.58\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 323
        },
        "id": "yeeCHdpNLWxj",
        "outputId": "3199e8cf-80de-4a00-bb29-29aac839cc46"
      },
      "source": [
        "# Testing on another image\n",
        "test_image_four = plt.imread(\"Image-Four.jpg\")\n",
        "captured_emotions_four = emo_detector.detect_emotions(test_image_four)\n",
        "print(captured_emotions_four)\n",
        "plt.imshow(test_image_four)\n",
        "dominant_emotion_four, emotion_score_four = emo_detector.top_emotion(test_image_four)\n",
        "print(dominant_emotion_four, emotion_score_four)\n"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[{'box': (150, 75, 237, 237), 'emotions': {'angry': 0.78, 'disgust': 0.0, 'fear': 0.14, 'happy': 0.0, 'sad': 0.03, 'surprise': 0.01, 'neutral': 0.04}}]\n",
            "angry 0.78\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PjG63SRJLbC9"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}